Analysis of risk and assurance controls for education attainment and labour-market separates stated requirements, evidence of operation and continuing effectiveness.
Controls for governance arrangements for institutional AI policies are examined from initial evidence through exceptions, decision authority and continuing assurance.
This article examines how human oversight in automated education decisions is defined, evidenced and reviewed, keeping exceptions and unresolved limitations visible.
Interpretation of materiality in the review of micro-credential quality identifies scope, evidence, decision authority, material exceptions and continuing review.
Interpretation of transparency requirements associated with learner agency identifies scope, evidence, decision authority, material exceptions and continuing review.
Review of evidence across delivery settings for education for sustainability sets out the evidence, authority and controls needed to reach and maintain a defensible conclusion.
Review of evidence sufficiency in relation to education data governance sets out the evidence, authority and controls needed to reach and maintain a defensible conclusion.
Controls for teacher workforce planning and retention are examined from initial evidence through exceptions, decision authority and continuing assurance.
Analysis of institutional controls under risk-based artificial intelligence regulation separates stated requirements, evidence of operation and continuing effectiveness.